{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bbe70ba0545447d0902328cbc052d412",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/12 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 获取中国外汇储备和黄金储备数据，并获取最近二十四条数据（按时间正序排序后取后24条）\n",
    "macro_china_foreign_exchange_gold_df = ak.macro_china_foreign_exchange_gold()\n",
    "recent_exchange_data = macro_china_foreign_exchange_gold_df.tail(24)\n",
    "\n",
    "# 提取外汇储备和黄金储备的数据\n",
    "x_labels = recent_exchange_data['统计时间']\n",
    "foreign_exchange = recent_exchange_data['国家外汇储备']\n",
    "gold_reserves = recent_exchange_data['黄金储备']\n",
    "\n",
    "# 创建一个绘图对象\n",
    "fig, ax1 = plt.subplots()\n",
    "\n",
    "# 绘制左侧 y 轴曲线（外汇储备）\n",
    "ax1.plot(x_labels, foreign_exchange, label='Foreign Exchange Reserves (亿美元)', color='blue')\n",
    "ax1.set_xlabel('Month')\n",
    "ax1.set_ylabel('Foreign Exchange Reserves (亿美元)', color='blue')\n",
    "ax1.tick_params(axis='y', labelcolor='blue')\n",
    "\n",
    "# 旋转 x 轴标签\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "# 创建右侧 y 轴，并绘制黄金储备曲线\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(x_labels, gold_reserves, label='Gold Reserves (万盎司)', color='orange')\n",
    "ax2.set_ylabel('Gold Reserves (万盎司)', color='orange')\n",
    "ax2.tick_params(axis='y', labelcolor='orange')\n",
    "\n",
    "# 添加标题\n",
    "plt.title('Foreign Exchange Reserves and Gold Reserves in the Recent 24 Months')\n",
    "\n",
    "# 添加图例\n",
    "fig.legend(loc='upper left', bbox_to_anchor=(0.1, 0.9))\n",
    "\n",
    "# 展示图表\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
